SciHazard - Oversafety: leaderboard
Metric: Over-refusal rate (%; share of 600 benign defence, detection and emergency-response questions that reuse hazardous trigger words and are refused; lower is better; standard LLMs at temperature 0). Source: arxiv.org. Saturation forecast: Around December 2026. 19 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Llama 3.1 70B Instruct | 6.8 |
| 2 | Claude Haiku 4.5 | 8.8 |
| 3 | Llama 4 Scout | 10.7 |
| 4 | Kimi K2.5 | 15.3 |
| 5 | Qwen 3.5 35B A3B | 16.8 |
| 6 | O3 | 16.8 |
| 7 | Gemini 3 Flash | 18.3 |
| 8 | Grok 4.1 Fast | 18.3 |
| 9 | GLM-5.1 | 20.3 |
| 10 | Qwen 3.5 397B A17B | 21.8 |
| 11 | Gemini 3.1 Pro (Preview) | 22.8 |
| 12 | GPT-5.4 | 26 |
| 13 | GPT-5.2 | 26.5 |
| 14 | O3 Mini | 34.7 |
| 15 | Step 3.5 Flash | 44.5 |
Interactive version: theaggregate.ai/benchmark?slug=scihazard-oversafety · How It Works · Data refreshed daily, snapshot 2026-09-29.